Federated Learning
Training across decentralized devices
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Federated Learning enables collaborative model training without sharing raw data, preserving privacy.
LightGBM
Efficient gradient boosting
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LightGBM is a gradient boosting framework optimized for speed and memory efficiency.
Edge AI
AI on local devices
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Edge AI runs AI models on devices like smartphones and IoT sensors, reducing latency and improving privacy.
Backpropagation
Training neural networks
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Backpropagation is an algorithm for updating weights in neural networks by propagating errors backward through the layers.
Cloud AI
AI services on cloud platforms
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Cloud AI provides scalable AI solutions through cloud infrastructure, enabling easy deployment and management.
Overfitting
Model fits training data too well
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Overfitting occurs when a model learns noise in the training data, reducing its ability to generalize to new data.
Big Data
Large-scale data processing
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Big Data refers to datasets too large for traditional processing, requiring specialized tools and techniques.
Underfitting
Model fails to capture patterns
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Underfitting happens when a model is too simple to learn the underlying structure of the data.
Data Mining
Extracting patterns from data
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Data Mining involves discovering patterns and relationships in large datasets for decision-making.
